Gastric Intestinal Vascular Ectasia Syndrome: Findings on Capsule Endoscopy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Gastric antral vascular ectasia (GAVE) syndrome has been recognized as an important cause of gastrointestinal hemorrhage [1] [2]. Histopathologically, GAVE is characterized by superficial fibromuscular hyperplasia of the gastric antral mucosa, with capillary ectasia and microvascular thrombosis in the lamina propria. Although it is helpful to make a pathological diagnosis, the most reliable means of diagnosing GAVE and other areas of angioectasia in the gastrointestinal tract is by direct endoscopic visualization [2]. Since GAVE was first described, there have been several reports of patients with similar endoscopic findings in other regions of the gastrointestinal tract, including the cardia [3], duodenum [4], colon [5] [6], and rectum [7]. Terms such as “watermelon cecum”, “watermelon colon”, and “watermelon rectum” have been coined to describe such lesions.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it